Key research areas we track. Papers are matched using semantic similarity to these topic definitions.
Representation Solver Compatibility Theory RSCT kappa metric neural network decomposition simplex certification verification R S N relevance superfluous noise adversarial purity alpha signal turbulence sigma...
AI safety alignment hallucination detection constraint satisfaction safety verification multi-agent certification trust reliability robustness adversarial attack defense guardrails red teaming evaluation benchmark...
representation learning neural network embeddings feature extraction latent space disentanglement encoder decoder autoencoder variational transformer attention mechanism self-supervised contrastive learning...
multi-agent systems swarm intelligence collective behavior coordination cooperation competition game theory mechanism design distributed systems consensus decentralized autonomous agents reinforcement learning...
large language model LLM agent reasoning chain of thought planning tool use function calling retrieval augmented generation RAG prompt engineering instruction following few-shot in-context learning...
agentic coding AI pair programming Claude Code Aider Cursor OpenCode Codex agent orchestration parallel execution hooks MCP model context protocol infinite loop two-prompt system autonomous...
Mastra TypeScript AI framework Transformers v5 LangChain LlamaIndex CrewAI AutoGen agent orchestration workflow automation human-in-the-loop MCP server tool integration RAG pipeline multi-agent coordination supervisor pattern...
crypto AI agents OnchainOS DeFi autonomous trading blockchain wallet agentic wallet x402 protocol stablecoin payments smart contract execution cross-chain liquidity routing decentralized AI verifiable inference...
mixture of experts MoE sparse activation routing expert selection Qwen3.5 MoE OLMo Hybrid Gated Deltanet linear attention hybrid architecture efficient inference conditional computation load balancing...
vision language model VLM multimodal document understanding ModernVBert SigLIP visual encoder CLIP image-text retrieval OCR document parsing chart understanding diagram reasoning visual question answering...
speech recognition ASR VibeVoice audio tokenizer acoustic model semantic tokenizer voice-to-text text-to-speech TTS speech synthesis whisper audio language model music generation sound understanding...
diffusion model denoising score matching DDPM DDIM latent diffusion Stable Diffusion FLUX text-to-image image generation video generation DiT transformer diffusion ControlNet guidance classifier-free...
energy-based model EBM EBT energy-based transformers unnormalized probability gradient descent energy minimization verifier System 2 thinking scalable learning bidirectional attention BERT GPT architecture optimization...
alignment faking circuit tracing jailbreak filtering red teaming eval awareness benchmark contamination sandbagging reasoning transparency constitutional AI safety training refusal safe-completion model psychology...
science acceleration autonomous lab protein synthesis materials discovery drug discovery scientific reasoning math proof theorem proving physics simulation biology automation literature review knowledge synthesis frontier...
code security vulnerability detection static analysis SAST DAST code review security flaw injection XSS SQL injection buffer overflow secure coding AI-generated code compiler verification formal...
labor market automation job displacement task exposure economic disruption white-collar workers knowledge work productivity augmentation human-AI collaboration workforce transformation occupation exposure index...
neuro-symbolic AI System 3 reasoning logic DAG directed acyclic graph formal verification Lean 4 Prover9 symbolic verification multi-path logical reasoning result-oriented hallucination theorem proving formal...
vision language action VLA autonomous driving spatial-temporal reasoning geometric foundation model 3D understanding continuous vector space road curvature elevation GRPO group relative policy optimization end-to-end...
graph reasoning Graph Pile continued pre-training CPT graph theory knowledge graphs social networks chain of thought program of thought trace of execution symbolic graph theory...
world model physical AI NVIDIA Cosmos physics simulation dynamics prediction video generation temporal reasoning embodied AI robotics simulation environment model predictive control world foundation model...
Each topic is defined by a set of keywords and concepts. When a new paper is discovered:
This approach ensures we capture papers that are semantically relevant, even if they do not use exact keyword matches.